Data
UNSW_NB15

UNSW_NB15

active ARFF Publicly available Visibility: public Uploaded 08-08-2024 by RAVI MANISANKAR REDDY
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A dataset for network intrusion detection.

46 features

attack (target)numeric1 unique values
0 missing
pkSeqIDnumeric25500 unique values
0 missing
stimenumeric1308 unique values
0 missing
flgsstring1 unique values
0 missing
flgs_numbernumeric1 unique values
0 missing
protostring1 unique values
0 missing
proto_numbernumeric1 unique values
0 missing
saddrstring4 unique values
0 missing
sportnumeric20192 unique values
0 missing
daddrstring1 unique values
0 missing
dportnumeric1 unique values
0 missing
pktsnumeric9 unique values
0 missing
bytesnumeric9 unique values
0 missing
statestring1 unique values
0 missing
state_numbernumeric1 unique values
0 missing
ltimenumeric1579 unique values
0 missing
seqnumeric25500 unique values
0 missing
durnumeric2509 unique values
0 missing
meannumeric2297 unique values
0 missing
stddevnumeric2192 unique values
0 missing
sumnumeric4492 unique values
0 missing
minnumeric2370 unique values
0 missing
maxnumeric2109 unique values
0 missing
spktsnumeric9 unique values
0 missing
dpktsnumeric1 unique values
0 missing
sbytesnumeric9 unique values
0 missing
dbytesnumeric1 unique values
0 missing
ratenumeric483 unique values
0 missing
sratenumeric483 unique values
0 missing
dratenumeric1 unique values
0 missing
TnBPSrcIPnumeric242 unique values
0 missing
TnBPDstIPnumeric143 unique values
0 missing
TnP_PSrcIPnumeric242 unique values
0 missing
TnP_PDstIPnumeric143 unique values
0 missing
TnP_PerProtonumeric143 unique values
0 missing
TnP_Per_Dportnumeric143 unique values
0 missing
AR_P_Proto_P_SrcIPnumeric249 unique values
0 missing
AR_P_Proto_P_DstIPnumeric228 unique values
0 missing
N_IN_Conn_P_DstIPnumeric1 unique values
0 missing
N_IN_Conn_P_SrcIPnumeric85 unique values
0 missing
AR_P_Proto_P_Sportnumeric308 unique values
0 missing
AR_P_Proto_P_Dportnumeric228 unique values
0 missing
Pkts_P_State_P_Protocol_P_DestIPnumeric143 unique values
0 missing
Pkts_P_State_P_Protocol_P_SrcIPnumeric242 unique values
0 missing
categorystring1 unique values
0 missing
subcategorystring1 unique values
0 missing

19 properties

25500
Number of instances (rows) of the dataset.
46
Number of attributes (columns) of the dataset.
0
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
39
Number of numeric attributes.
0
Number of nominal attributes.
0
Percentage of binary attributes.
0
Percentage of instances having missing values.
0
Percentage of missing values.
1
Average class difference between consecutive instances.
84.78
Percentage of numeric attributes.
0
Number of attributes divided by the number of instances.
0
Percentage of nominal attributes.
Percentage of instances belonging to the most frequent class.
Number of instances belonging to the most frequent class.
Percentage of instances belonging to the least frequent class.
Number of instances belonging to the least frequent class.
0
Number of binary attributes.

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